Basic Statistics

Raw Counts

Name Value
Rows 307,511
Columns 105
Discrete columns 16
Continuous columns 89
All missing columns 0
Missing observations 9,152,465
Complete Rows 8,602
Total observations 32,288,655
Memory allocation 246.4 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

## 1 columns ignored with more than 50 categories.
## ORGANIZATION_TYPE: 58 categories

QQ Plot

## Warning: Removed 667 rows containing non-finite values (stat_qq).
## Warning: Removed 667 rows containing non-finite values (stat_qq_line).

## Warning: Removed 4230 rows containing non-finite values (stat_qq).
## Warning: Removed 4230 rows containing non-finite values (stat_qq_line).

## Warning: Removed 5219 rows containing non-finite values (stat_qq).
## Warning: Removed 5219 rows containing non-finite values (stat_qq_line).

## Warning: Removed 5239 rows containing non-finite values (stat_qq).
## Warning: Removed 5239 rows containing non-finite values (stat_qq_line).

## Warning: Removed 5361 rows containing non-finite values (stat_qq).
## Warning: Removed 5361 rows containing non-finite values (stat_qq_line).

## Warning: Removed 5240 rows containing non-finite values (stat_qq).
## Warning: Removed 5240 rows containing non-finite values (stat_qq_line).

## Warning: Removed 490 rows containing non-finite values (stat_qq).
## Warning: Removed 490 rows containing non-finite values (stat_qq_line).

## Warning: Removed 882 rows containing non-finite values (stat_qq).
## Warning: Removed 882 rows containing non-finite values (stat_qq_line).

Correlation Analysis

## 1 features with more than 20 categories ignored!
## ORGANIZATION_TYPE: 55 categories
## Warning in cor(x = structure(list(SK_ID_CURR = c(100083, 100145, 100179, : the standard deviation is zero

Principal Component Analysis

## 1 features with more than 50 categories ignored!
## ORGANIZATION_TYPE: 55 categories
## Warning in plot_prcomp(data = structure(list(SK_ID_CURR = c(100083, 100145, : The following features are dropped due to zero variance:
##  * num_na
##  * FLAG_OWN_CAR_Y